Utilities
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Time Series Analysis
Filter1D: Time Series Analysis Tool
- The Matlab utility provides users of the SMS, a one-stop package for preparing model input time series and allows users to interpolate, resample, filter, and transform any type of model forcing and supports SMS compatible file formats for ease of data transfer.
- The main feature of the software is the ability to apply high-pass, low-pass, band-pass, and band-stop filters to time series.
- Filter1D uses a windowed sinc filter which is a non-recursive finite impulse response filter.
- Wiki Manual Filter1d
- Download Matlab script filter1d.m
TAP: Tidal Analysis and Prediction software
- TAPtides is the ideal package to explore and develop preliminary or finalized tidal predictions from serial records spanning several weeks to several months.
- Designed to be easy to use, its Graphical User Interface permits quick separation of a time series of water level measurements into its tidal and non-tidal components using a selective least squares harmonic reduction employing up to 35 tidal constituents.
- After saving the tidal constants for the constituents selected during analysis, the user can generate predictions of the astronomical tide, the water level that varies at known tidal frequencies attributable to gravitational interactions between the earth, moon, and sun.
- Wiki Manual for TAPtides TAPtides
- Wiki Manual for TAPcurrents TAPcurrents
- Download software TAP.rar
Post-processing
Matlab scripts
Read CMS-Flow solution files
- Description: Reads the CMS-Flow XMDF (*.h5) solution file in Matlab. Can read individual datasets are the whole solution.
- Usage:
filename = 'test_sol.h5'; sol = readcmsh5(filename); wse = readcmsh5(filename,'Water_Elevation'); [wse,uv] = readcmsh5(filename,'Water_Elevation','Current_Velocity');
- Download Matlab script readcmsh5.m
Read SMS Time Series Data File
- Reads the Surface-water Modeling System time-series data (*.tsd) file in Matlab.
- Usage:
[t,dat,name,units] = read_tsd('data.tsd');
- Download Matlab script read_tsd.m.
Bin scatter data
- Description: Averages the x, y, and z values of points within the same bin. The grid used to define the bins may be user specified are calculated based on the extent of the scatter points.
- Usage:
[x,y,z] = xyzbin(...);
[x,y,z] = xyzbin('infile',infile,'outfile',outfile,'dx',dx);
[x,y,z] = xyzbin('x',xin,'y',yin,'z',zin,'dx',dx);
[x,y,z] = xyzbin('x',xin,'y',yin,'z',zin,'dx',dx,'dy',dy);
[x,y,z] = xyzbin('infile',infile,'dx',dx,'x0',x0,'y0',y0,'theta',theta);
- Download Matlab script xyzbin.m.
Interpolation of CMS-Wave Spectra
- Description: Interpolates the energy spectra in the CMS-Wave *.eng file to a specified output interval which may be specified in intervals or time units (hours). For example, an output interval of 0.5 index units, interpolates the spectra at half intervals. This subroutine is useful for filling small gaps in CMS spectra.
- Usage:
interp_eng('Wave.eng','New.eng',1,0.5) %interpolates to every half interval
interp_eng('Wave.eng','New.eng',1,2) %resamples every two spectra
interp_eng('Wave.eng','New.eng',2,1) %hrs
- Download Matlab script interp_eng.m.
Principle Component Analysis of Vector Time Series
- Description: Calculates the principle axes of vector time series data. This subroutine is useful for determining the main direction of fluid flow and extracting the velocity component along the major axis. The principle axes are determined by solving the eigenvalue problem for two-dimensional scatter data.
- Usage:
s = uv2ellipse(u,v); s = uv2ellipse(u,v,show); %show=1 - Plots results s = uv2ellipse(u,v,show,pos); %pos - displays a table on figure with results at pos=(x,y)
- Output:
- s = Structure with the following fields:
- area = Area del ellipse
- axes = Magnitude of ellipse axes [major, minor];
- vartotal = Total variance
- Percentages = Percentage variance for each axes
- Angles = Angles for each axes in degrees [major, minor];
- excen = Excentricity of the ellipse
- ellipse = Points [x,y] which describe the ellipse
- Slope = Slope of the linear fit which goes through the origin
- Center = Center of the ellipse [cu,cv]
- Note: An alternative simple way of determining the principle axes of vector time series is
| (1) |
- Download Matlab script uv2ellipse.m:.
Spectral Analysis
- Description: Calculates the spectrum for a scalar time series using Welch's method. The confidence intervals are calculated with the inverse of chi-square distribution. Also includes a filtering option using the butterworth filter to see the effect of the filter on the spectrum.
- Usage:
q = specwelch(x,dt,w,Nsg,pnv,Wn,ftype,n); [psdf,f] = specwelch(x,dt,w,Nsg,pnv,Wn,ftype,n); [psdf,conf,f] = specwelch(x,dt,w,Nsg,pnv,Wn,ftype,n);
- Input:
- x - Time series, [vector]
- dt - Sampling Rate, [scalar]
- win - Window, one of: 'hanning', 'hamming', 'boxcar'
- Nsg - Number of Segments (>=1)
- pnv - Percentage Noverlap of Segments (0-100)
- Nb - Band Averaging, number of bands to average
- P - Probability for confidence intervals, (e.g. 0.95)
- Wn - Cut-Off frequencies, used for filtering
- ftype - Type of filter, 'high', 'low' or 'stop'
- n - Number of coefficients to use in the Butterworth filter
- Output:
- q - structure with the following fields:
- xp - detrended x
- f - Frequencies
- T - Periods
- m - Magnitude
- a - Amplitude
- s - Power spectrum, Sxx(win), [Power]
- psdw - Power Spectrum Density, Pxx(win), [Power/rad/sample]
- psdf - Power Spectrum Density, Pxx(f), [Power/sample-freq]
- psdT - Power Spectrum Density, Pxx(T), [Power*time-unit]
- conf - Upper and Lower Confidence Interval multiplication factors using chi-squared approach
- Download Matlab script specwelch.m:.
Extract Time Series from NOAA World Blended Sea Winds
- Description: Extracts a time series of wind speed and direction for use in CMS from the 6 hrly global blended sea wind database (http://www.ncdc.noaa.gov/oa/rsad/air-sea/seawinds.html) which has a 0.25º resolution. Outputs *.xys files which can easily be imported into SMS.
- Download Matlab script blended_winds_extract_time_series.m
HDFview
- HDFview is a free visualziation tool for browsing and editing HDF4 and HDF5 files.
- To download or download a free copy visit:
Grain Size Distribution Analysis
- This Excel worksheet calculates statistics for many samples using several methods including Folk and Ward and the Method of Moments.